adult

Dataset statistics

Number of variables	15
Number of observations	48842
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	52
Duplicate rows (%)	0.1%
Total size in memory	5.6 MiB
Average record size in memory	120.0 B

Variable types

NUM	13
BOOL	2

Reproduction

Analysis started	2020-08-25 01:03:14.635986
Analysis finished	2020-08-25 01:03:45.792152
Duration	31.16 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 52 (0.1%) duplicate rows	Duplicates
`workclass` has 2799 (5.7%) zeros	Zeros
`education` has 1389 (2.8%) zeros	Zeros
`marital-status` has 6633 (13.6%) zeros	Zeros
`occupation` has 2809 (5.8%) zeros	Zeros
`relationship` has 19716 (40.4%) zeros	Zeros
`capital-gain` has 44807 (91.7%) zeros	Zeros
`capital-loss` has 46560 (95.3%) zeros	Zeros
`native-country` has 857 (1.8%) zeros	Zeros

age
Real number (ℝ_≥0)

Distinct count	74
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.64358543876172
Minimum	17.0
Maximum	90.0
Zeros	0
Zeros (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	48
95-th percentile	63
Maximum	90
Range	73
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.71050993
Coefficient of variation (CV)	0.35479394
Kurtosis	-0.1842687406
Mean	38.64358544
Median Absolute Deviation (MAD)	10
Skewness	0.5575803166
Sum	1887430
Variance	187.9780827

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
36	1348	2.8%
35	1337	2.7%
33	1335	2.7%
23	1329	2.7%
31	1325	2.7%
34	1303	2.7%
28	1280	2.6%
37	1280	2.6%
30	1278	2.6%
38	1264	2.6%
32	1253	2.6%
41	1235	2.5%
27	1232	2.5%
29	1223	2.5%
39	1206	2.5%
24	1206	2.5%
25	1195	2.4%
40	1187	2.4%
22	1178	2.4%
42	1165	2.4%
26	1153	2.4%
20	1113	2.3%
43	1104	2.3%
46	1097	2.2%
21	1096	2.2%
Other values (49)	18120	37.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	595	1.2%
18	862	1.8%
19	1053	2.2%
20	1113	2.3%
21	1096	2.2%
22	1178	2.4%
23	1329	2.7%
24	1206	2.5%
25	1195	2.4%
26	1153	2.4%

Value	Count	Frequency (%)
90	55	0.1%
89	2	< 0.1%
88	6	< 0.1%
87	3	< 0.1%
86	1	< 0.1%
85	5	< 0.1%
84	13	< 0.1%
83	11	< 0.1%
82	15	< 0.1%
81	37	0.1%

workclass
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.870439375946931
Minimum	0
Maximum	8
Zeros	2799
Zeros (%)	5.7%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	4
95-th percentile	6
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.46423368
Coefficient of variation (CV)	0.3783120049
Kurtosis	1.64197141
Mean	3.870439376
Median Absolute Deviation (MAD)	0
Skewness	-0.7479097326
Sum	189040
Variance	2.14398027

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	33906	69.4%
6	3862	7.9%
2	3136	6.4%
0	2799	5.7%
7	1981	4.1%
5	1695	3.5%
1	1432	2.9%
8	21	< 0.1%
3	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2799	5.7%
1	1432	2.9%
2	3136	6.4%
3	10	< 0.1%
4	33906	69.4%
5	1695	3.5%
6	3862	7.9%
7	1981	4.1%
8	21	< 0.1%

Value	Count	Frequency (%)
8	21	< 0.1%
7	1981	4.1%
6	3862	7.9%
5	1695	3.5%
4	33906	69.4%
3	10	< 0.1%
2	3136	6.4%
1	1432	2.9%
0	2799	5.7%

fnlwgt
Real number (ℝ_≥0)

Distinct count	28523
Unique (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	189664.13459727284
Minimum	12285.0
Maximum	1490400.0
Zeros	0
Zeros (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	12285
5-th percentile	39615.4
Q1	117550.5
median	178144.5
Q3	237642
95-th percentile	379481.65
Maximum	1490400
Range	1478115
Interquartile range (IQR)	120091.5

Descriptive statistics

Standard deviation	105604.0254
Coefficient of variation (CV)	0.5567949135
Kurtosis	6.057848212
Mean	189664.1346
Median Absolute Deviation (MAD)	60295.5
Skewness	1.438891879
Sum	9263575662
Variance	1.115221019e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
203488	21	< 0.1%
190290	19	< 0.1%
120277	19	< 0.1%
126569	18	< 0.1%
125892	18	< 0.1%
126675	17	< 0.1%
99185	17	< 0.1%
113364	17	< 0.1%
186934	16	< 0.1%
111567	16	< 0.1%
127651	15	< 0.1%
120131	15	< 0.1%
123011	15	< 0.1%
117963	15	< 0.1%
123983	14	< 0.1%
148995	14	< 0.1%
121124	14	< 0.1%
108140	14	< 0.1%
193882	14	< 0.1%
188246	14	< 0.1%
111483	14	< 0.1%
194630	14	< 0.1%
132879	14	< 0.1%
164190	14	< 0.1%
136986	14	< 0.1%
Other values (28498)	48450	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12285	1	< 0.1%
13492	1	< 0.1%
13769	3	< 0.1%
13862	1	< 0.1%
14878	1	< 0.1%
18827	1	< 0.1%
19214	1	< 0.1%
19302	6	< 0.1%
19395	2	< 0.1%
19410	2	< 0.1%

Value	Count	Frequency (%)
1490400	1	< 0.1%
1484705	1	< 0.1%
1455435	1	< 0.1%
1366120	1	< 0.1%
1268339	1	< 0.1%
1226583	1	< 0.1%
1210504	1	< 0.1%
1184622	1	< 0.1%
1161363	1	< 0.1%
1125613	1	< 0.1%

education
Real number (ℝ_≥0)

ZEROS

Distinct count	16
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.288419802628885
Minimum	0
Maximum	15
Zeros	1389
Zeros (%)	2.8%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	11
Q3	12
95-th percentile	15
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.874492433
Coefficient of variation (CV)	0.3765877081
Kurtosis	0.6765763119
Mean	10.2884198
Median Absolute Deviation (MAD)	2
Skewness	-0.9362986762
Sum	502507
Variance	15.01169162

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	15784	32.3%
15	10878	22.3%
9	8025	16.4%
12	2657	5.4%
8	2061	4.2%
1	1812	3.7%
7	1601	3.3%
0	1389	2.8%
5	955	2.0%
14	834	1.7%
6	756	1.5%
2	657	1.3%
10	594	1.2%
4	509	1.0%
3	247	0.5%
13	83	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1389	2.8%
1	1812	3.7%
2	657	1.3%
3	247	0.5%
4	509	1.0%
5	955	2.0%
6	756	1.5%
7	1601	3.3%
8	2061	4.2%
9	8025	16.4%

Value	Count	Frequency (%)
15	10878	22.3%
14	834	1.7%
13	83	0.2%
12	2657	5.4%
11	15784	32.3%
10	594	1.2%
9	8025	16.4%
8	2061	4.2%
7	1601	3.3%
6	756	1.5%

education-num
Real number (ℝ_≥0)

Distinct count	16
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.078088530363212
Minimum	1.0
Maximum	16.0
Zeros	0
Zeros (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	9
median	10
Q3	12
95-th percentile	14
Maximum	16
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.570972756
Coefficient of variation (CV)	0.2551051966
Kurtosis	0.6257452728
Mean	10.07808853
Median Absolute Deviation (MAD)	1
Skewness	-0.3165248567
Sum	492234
Variance	6.60990091

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9	15784	32.3%
10	10878	22.3%
13	8025	16.4%
14	2657	5.4%
11	2061	4.2%
7	1812	3.7%
12	1601	3.3%
6	1389	2.8%
4	955	2.0%
15	834	1.7%
5	756	1.5%
8	657	1.3%
16	594	1.2%
3	509	1.0%
2	247	0.5%
1	83	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	83	0.2%
2	247	0.5%
3	509	1.0%
4	955	2.0%
5	756	1.5%
6	1389	2.8%
7	1812	3.7%
8	657	1.3%
9	15784	32.3%
10	10878	22.3%

Value	Count	Frequency (%)
16	594	1.2%
15	834	1.7%
14	2657	5.4%
13	8025	16.4%
12	1601	3.3%
11	2061	4.2%
10	10878	22.3%
9	15784	32.3%
8	657	1.3%
7	1812	3.7%

marital-status
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.6187502559272757
Minimum	0
Maximum	6
Zeros	6633
Zeros (%)	13.6%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.507702551
Coefficient of variation (CV)	0.5757336146
Kurtosis	-0.5361939917
Mean	2.618750256
Median Absolute Deviation (MAD)	2
Skewness	-0.01632824007
Sum	127905
Variance	2.273166981

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	22379	45.8%
4	16117	33.0%
0	6633	13.6%
5	1530	3.1%
6	1518	3.1%
3	628	1.3%
1	37	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6633	13.6%
1	37	0.1%
2	22379	45.8%
3	628	1.3%
4	16117	33.0%
5	1530	3.1%
6	1518	3.1%

Value	Count	Frequency (%)
6	1518	3.1%
5	1530	3.1%
4	16117	33.0%
3	628	1.3%
2	22379	45.8%
1	37	0.1%
0	6633	13.6%

occupation
Real number (ℝ_≥0)

ZEROS

Distinct count	15
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.57769952090414
Minimum	0
Maximum	14
Zeros	2809
Zeros (%)	5.8%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.230509418
Coefficient of variation (CV)	0.6431594213
Kurtosis	-1.236280489
Mean	6.577699521
Median Absolute Deviation (MAD)	4
Skewness	0.1105506005
Sum	321268
Variance	17.89720993

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	6172	12.6%
3	6112	12.5%
4	6086	12.5%
1	5611	11.5%
12	5504	11.3%
8	4923	10.1%
7	3022	6.2%
0	2809	5.8%
14	2355	4.8%
6	2072	4.2%
5	1490	3.1%
13	1446	3.0%
11	983	2.0%
9	242	0.5%
2	15	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2809	5.8%
1	5611	11.5%
2	15	< 0.1%
3	6112	12.5%
4	6086	12.5%
5	1490	3.1%
6	2072	4.2%
7	3022	6.2%
8	4923	10.1%
9	242	0.5%

Value	Count	Frequency (%)
14	2355	4.8%
13	1446	3.0%
12	5504	11.3%
11	983	2.0%
10	6172	12.6%
9	242	0.5%
8	4923	10.1%
7	3022	6.2%
6	2072	4.2%
5	1490	3.1%

relationship
Real number (ℝ_≥0)

ZEROS

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.4432865157036976
Minimum	0
Maximum	5
Zeros	19716
Zeros (%)	40.4%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.602151226
Coefficient of variation (CV)	1.110071499
Kurtosis	-0.7541163751
Mean	1.443286516
Median Absolute Deviation (MAD)	1
Skewness	0.7917193051
Sum	70493
Variance	2.56688855

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	19716	40.4%
1	12583	25.8%
3	7581	15.5%
4	5125	10.5%
5	2331	4.8%
2	1506	3.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19716	40.4%
1	12583	25.8%
2	1506	3.1%
3	7581	15.5%
4	5125	10.5%
5	2331	4.8%

Value	Count	Frequency (%)
5	2331	4.8%
4	5125	10.5%
3	7581	15.5%
2	1506	3.1%
1	12583	25.8%
0	19716	40.4%

race
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.6680520863191517
Minimum	0
Maximum	4
Zeros	470
Zeros (%)	1.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	4
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8459860031
Coefficient of variation (CV)	0.2306363114
Kurtosis	4.951859866
Mean	3.668052086
Median Absolute Deviation (MAD)	0
Skewness	-2.447812798
Sum	179155
Variance	0.7156923174

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	41762	85.5%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%
3	406	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	470	1.0%
1	1519	3.1%
2	4685	9.6%
3	406	0.8%
4	41762	85.5%

Value	Count	Frequency (%)
4	41762	85.5%
3	406	0.8%
2	4685	9.6%
1	1519	3.1%
0	470	1.0%

sex
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.7 KiB

1	32650
0	16192

Frequency Table

Value	Count	Frequency (%)
1	32650	66.8%
0	16192	33.2%

capital-gain
Real number (ℝ_≥0)

ZEROS

Distinct count	123
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1079.0676262233324
Minimum	0.0
Maximum	99999.0
Zeros	44807
Zeros (%)	91.7%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5013
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7452.019058
Coefficient of variation (CV)	6.905979641
Kurtosis	152.6930963
Mean	1079.067626
Median Absolute Deviation (MAD)	0
Skewness	11.894659
Sum	52703821
Variance	55532588.04

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	44807	91.7%
15024	513	1.1%
7688	410	0.8%
7298	364	0.7%
99999	244	0.5%
3103	152	0.3%
5178	146	0.3%
5013	117	0.2%
4386	108	0.2%
8614	82	0.2%
3325	81	0.2%
2174	74	0.2%
10520	64	0.1%
4650	63	0.1%
27828	58	0.1%
4064	54	0.1%
594	52	0.1%
3137	51	0.1%
20051	49	0.1%
14084	49	0.1%
13550	42	0.1%
6849	42	0.1%
3908	42	0.1%
2829	42	0.1%
1055	37	0.1%
Other values (98)	1099	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44807	91.7%
114	8	< 0.1%
401	5	< 0.1%
594	52	0.1%
914	10	< 0.1%
991	6	< 0.1%
1055	37	0.1%
1086	8	< 0.1%
1111	1	< 0.1%
1151	13	< 0.1%

Value	Count	Frequency (%)
99999	244	0.5%
41310	3	< 0.1%
34095	6	< 0.1%
27828	58	0.1%
25236	14	< 0.1%
25124	6	< 0.1%
22040	1	< 0.1%
20051	49	0.1%
18481	2	< 0.1%
15831	8	< 0.1%

capital-loss
Real number (ℝ_≥0)

ZEROS

Distinct count	99
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	87.50231358257237
Minimum	0.0
Maximum	4356.0
Zeros	46560
Zeros (%)	95.3%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	403.0045521
Coefficient of variation (CV)	4.605644532
Kurtosis	20.01434595
Mean	87.50231358
Median Absolute Deviation (MAD)	0
Skewness	4.569808858
Sum	4273788
Variance	162412.669

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	46560	95.3%
1902	304	0.6%
1977	253	0.5%
1887	233	0.5%
2415	72	0.1%
1485	71	0.1%
1848	67	0.1%
1602	62	0.1%
1590	62	0.1%
1876	59	0.1%
1740	58	0.1%
1672	50	0.1%
1741	44	0.1%
1564	43	0.1%
2258	39	0.1%
1719	38	0.1%
1980	36	0.1%
1408	35	0.1%
2001	35	0.1%
1669	35	0.1%
2002	33	0.1%
1579	30	0.1%
2051	29	0.1%
1974	28	0.1%
1721	28	0.1%
Other values (74)	538	1.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46560	95.3%
155	1	< 0.1%
213	5	< 0.1%
323	5	< 0.1%
419	3	< 0.1%
625	17	< 0.1%
653	4	< 0.1%
810	2	< 0.1%
880	6	< 0.1%
974	2	< 0.1%

Value	Count	Frequency (%)
4356	3	< 0.1%
3900	2	< 0.1%
3770	4	< 0.1%
3683	2	< 0.1%
3175	2	< 0.1%
3004	5	< 0.1%
2824	14	< 0.1%
2754	2	< 0.1%
2603	7	< 0.1%
2559	17	< 0.1%

hours-per-week
Real number (ℝ_≥0)

Distinct count	96
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	40.422382375824085
Minimum	1.0
Maximum	99.0
Zeros	0
Zeros (%)	0.0%
Memory size	381.7 KiB

Quantile statistics

Minimum	1
5-th percentile	17.05
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.39144402
Coefficient of variation (CV)	0.3065490774
Kurtosis	2.95105909
Mean	40.42238238
Median Absolute Deviation (MAD)	3
Skewness	0.2387496572
Sum	1974310
Variance	153.547885

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
40	22803	46.7%
50	4246	8.7%
45	2717	5.6%
60	2177	4.5%
35	1937	4.0%
20	1862	3.8%
30	1700	3.5%
55	1051	2.2%
25	958	2.0%
48	770	1.6%
38	714	1.5%
15	623	1.3%
70	437	0.9%
10	425	0.9%
32	423	0.9%
65	355	0.7%
24	354	0.7%
42	338	0.7%
36	336	0.7%
44	310	0.6%
16	303	0.6%
12	247	0.5%
37	242	0.5%
43	227	0.5%
8	218	0.4%
Other values (71)	3069	6.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	27	0.1%
2	53	0.1%
3	59	0.1%
4	84	0.2%
5	95	0.2%
6	92	0.2%
7	45	0.1%
8	218	0.4%
9	27	0.1%
10	425	0.9%

Value	Count	Frequency (%)
99	137	0.3%
98	14	< 0.1%
97	2	< 0.1%
96	9	< 0.1%
95	2	< 0.1%
94	1	< 0.1%
92	3	< 0.1%
91	3	< 0.1%
90	42	0.1%
89	3	< 0.1%

native-country
Real number (ℝ_≥0)

ZEROS

Distinct count	42
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.74935506326522
Minimum	0
Maximum	41
Zeros	857
Zeros (%)	1.8%
Memory size	381.7 KiB

Quantile statistics

Minimum	0
5-th percentile	19
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.775343161
Coefficient of variation (CV)	0.2115776766
Kurtosis	12.77229318
Mean	36.74935506
Median Absolute Deviation (MAD)	0
Skewness	-3.689528549
Sum	1794912
Variance	60.45596128

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
39	43832	89.7%
26	951	1.9%
0	857	1.8%
30	295	0.6%
11	206	0.4%
33	184	0.4%
2	182	0.4%
8	155	0.3%
19	151	0.3%
5	138	0.3%
9	127	0.3%
3	122	0.2%
35	115	0.2%
23	106	0.2%
22	105	0.2%
6	103	0.2%
24	92	0.2%
13	88	0.2%
31	87	0.2%
40	86	0.2%
4	85	0.2%
14	75	0.2%
32	67	0.1%
36	65	0.1%
20	59	0.1%
Other values (17)	509	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	857	1.8%
1	28	0.1%
2	182	0.4%
3	122	0.2%
4	85	0.2%
5	138	0.3%
6	103	0.2%
7	45	0.1%
8	155	0.3%
9	127	0.3%

Value	Count	Frequency (%)
41	23	< 0.1%
40	86	0.2%
39	43832	89.7%
38	27	0.1%
37	30	0.1%
36	65	0.1%
35	115	0.2%
34	21	< 0.1%
33	184	0.4%
32	67	0.1%

target
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	381.7 KiB

1	37155
0	11687

Frequency Table

Value	Count	Frequency (%)
1	37155	76.1%
0	11687	23.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	target
0	39.0	7	77516.0	9	13.0	4	1	1	4	1	2174.0	40.0	39	1
1	50.0	6	83311.0	9	13.0	2	4	0	4	1	0.0	13.0	39	1
2	38.0	4	215646.0	11	9.0	0	6	1	4	1	0.0	40.0	39	1
3	53.0	4	234721.0	1	7.0	2	6	0	2	1	0.0	40.0	39	1
4	28.0	4	338409.0	9	13.0	2	10	5	2	0	0.0	40.0	5	1
5	37.0	4	284582.0	12	14.0	2	4	5	4	0	0.0	40.0	39	1
6	49.0	4	160187.0	6	5.0	3	8	1	2	0	0.0	16.0	23	1
7	52.0	6	209642.0	11	9.0	2	4	0	4	1	0.0	45.0	39	0
8	31.0	4	45781.0	12	14.0	4	10	1	4	0	14084.0	50.0	39	0
9	42.0	4	159449.0	9	13.0	2	4	0	4	1	5178.0	40.0	39	0

Last rows

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	capital-gain	hours-per-week	native-country	target
48832	61.0	4	89686.0	11	9.0	2	12	0	4	1	0.0	48.0	39	1
48833	31.0	4	440129.0	11	9.0	2	3	0	4	1	0.0	40.0	39	1
48834	25.0	4	350977.0	11	9.0	4	8	3	4	0	0.0	40.0	39	1
48835	48.0	2	349230.0	12	14.0	0	8	1	4	1	0.0	40.0	39	1
48836	33.0	4	245211.0	9	13.0	4	10	3	4	1	0.0	40.0	39	1
48837	39.0	4	215419.0	9	13.0	0	10	1	4	0	0.0	36.0	39	1
48838	64.0	0	321403.0	11	9.0	6	0	2	2	1	0.0	40.0	39	1
48839	38.0	4	374983.0	9	13.0	2	10	0	4	1	0.0	50.0	39	1
48840	44.0	4	83891.0	9	13.0	0	1	3	1	1	5455.0	40.0	39	1
48841	35.0	5	182148.0	9	13.0	2	4	0	4	1	0.0	60.0	39	0

Most frequent

	age	workclass	fnlwgt	education	education-num	marital-status	occupation	relationship	race	sex	hours-per-week	native-country	target	count
12	21.0	4	243368.0	13	1.0	4	5	1	4	1	50.0	26	1	3
23	25.0	4	195994.0	3	2.0	4	9	1	4	0	40.0	13	1	3
24	25.0	4	308144.0	9	13.0	4	3	1	4	1	40.0	26	1	3
0	17.0	4	153021.0	2	8.0	4	12	3	4	0	20.0	39	1	2
1	18.0	5	378036.0	2	8.0	4	5	3	4	1	10.0	39	1	2
2	19.0	0	167428.0	15	10.0	4	0	3	4	1	40.0	39	1	2
3	19.0	4	97261.0	11	9.0	4	5	1	4	1	40.0	39	1	2
4	19.0	4	130431.0	4	3.0	4	5	1	4	1	36.0	26	1	2
5	19.0	4	138153.0	15	10.0	4	1	3	4	0	10.0	39	1	2
6	19.0	4	139466.0	15	10.0	4	12	3	4	0	25.0	39	1	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent